What licensing questions should I raise for generated escalation material?

**What should a licence cover?**

Terms are agreed per engagement, so treat the following as questions to put on the table rather than assumed answers.

- **Permitted use:** training, evaluation, internal testing, demonstration, or some combination. - **Model training:** whether the material can be used to train or fine-tune models, and whether resulting models can be shared or sold. - **Redistribution:** whether you can pass samples to contractors, customers or other group entities. - **Retention:** how long you may keep the material and what happens at the end of the agreement. - **Updates:** whether new versions replace or add to earlier ones. - **Publication:** whether you may publish evaluation results that reference the material.

**Is the material real business data?**

No. The commercial product is generated, synthetic material, informed by direct observation of how real businesses operate. It is not real business records.

**Does that mean it is safe for any use?**

Not automatically. Generated output should still be inspected for grounding and disclosure risk, and nothing here implies anonymity, privacy compliance or regulatory approval. Your own legal and risk teams should review the sample against your obligations.

**Who decides the terms?**

They are agreed with MirrorFirm directly. Do not rely on a summary like this one for contract terms.